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    Transcriptome

    analysis

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    Genomics Transcriptomics Proteomics

    Bioinformatics

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    The set of all RNA molecules, including

    mRNA, rRNA, tRNA, and other non-coding

    RNA produced in one or a population of cells.

    The transcriptome can vary in different tissues andwith external environmental conditions.

    Transcriptome

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    Transcription

    The process of creating an equivalentRNA copy of a sequence of DNA.

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    mRNA processing

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    Reverse transcriptase, also known as RNA-dependent DNA

    polymerase, is a DNA polymerase enzyme that transcribes

    single-stranded RNA into double-stranded DNA.

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    cDNA synthesis for 5 RACE

    (Rapid Amplification of cDNA Ends)

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    Northern blotting

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    Accumulation of CBFtranscripts in response to low temperatures.

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    Fig. RNA gel blot analysis of stress-inducible genes. Each lane was loaded with 10 g of total RNA isolated from two-week-old rice

    seedlings that were each exposed to H2O, dehydration, 250 mM NaCl, 100 M ABA and 4? cold treatment for 1, 2, 5, 10 and 24

    hours. RNA was analyzed by gel-blot hybridization using gene-specific probes based on selected stress-inducible clones obtained via

    rice cDNA microarray analysis. Stress-inducible clones were classified into various groups on the basis of their expression patterns in

    RNA gel blot analysis under each stress treatment. Some of the inducible genes were induced by all four stress-treatments while some

    were upregulated by cold, drought and high salinity, and others were induced by drought and high salinity. Some genes were induced

    by singular conditions such as cold only

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    Dot blot analysis

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    cDNA library normalization by Trimmer Kit

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    Cold treatment

    Subtractive cDNA library

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    A B

    C

    D

    1 2 3 4 5 6

    M

    MM

    M

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    Cold up-regulated library

    Cold down-regulated library

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    Gene Ontology Statistics of Cold stressed EST libraries

    Unknown9.9%

    Transport

    4.8%

    Transcription

    1.2%

    Metabolic

    processes

    18.1%

    Signal

    transduction

    0.5%

    Protein

    metabolism

    15.5%

    Cellular

    processes

    10.4%

    Development

    0.7% Energy

    pathways

    5.1%

    Cell

    organization

    1.0%No hit

    23.4%

    Stress

    9.4%

    DNA binding

    11% Hydrolase

    6% Kinase

    2%

    Other binding

    10%

    Transporters

    7% Transferase

    4%

    Stuctural

    molecules

    9%

    Protein binding

    5%

    Other molecular

    function

    1%

    Enzyme activity

    16%Unknown

    function

    10%

    No hit

    19%

    Unknown

    7%

    Ribosome

    3%Membrane

    11%

    Cytosol

    8%

    Mitochondria

    7%

    Nucleus

    2%

    Other cellular

    components

    5%

    Plastids

    31%

    No hit

    25%

    Cell wall

    1%

    Mitochondria

    4%

    Other cellular

    components

    5%

    No hit

    47%Cytosol

    4%

    Plastids

    18%

    Cell wall

    1%

    Membrane

    9%Ribosome

    2%

    Unknown

    8%

    Nucleus

    2%

    Unknown

    7%

    No hit

    46%

    Stress

    7%

    Metabolic

    processes

    13%

    Transcription

    1%

    Transport

    3%

    Cell organization

    2%

    Development

    1%

    Protein

    metabolism

    10%

    Energy pathways

    2%Cellular processe s

    7%

    Signal

    transduction

    1%

    Unknown

    9% Protein binding

    3%

    Other molecular

    function

    1%

    Enzyme activity11%

    Other binding

    6%

    Stuctural molecules

    6%

    Transferase

    4%Transporters

    3%

    No hit

    43%

    Kinase

    2%

    Hydrolase

    5%

    DNA binding

    7%

    Up-regulated library Down-regulated library

    Biological

    processes

    Molecularfunctions

    Cellular

    components

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    EST and Unigene sets in Crop plants

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    Microarray Analysis

    DNA sequences arranged in a matrix

    Tests for binding to complementary

    sequences

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    Why DNA Microarray technology?

    DNA microarray gives snapshot of mRNA

    expression in a genome at a particular time

    Can take multiple snapshots to watch changing

    patterns of mRNAs over time in different

    developmental stages, tissues, environmental

    stresses

    Identifying new targets for functional genomics

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    Steps in Microarray Analysis

    Arrange DNA or cDNA in an ordered array on aglass slide

    (can also build oligonucleotides directly on a slide)

    Incubate array with fluorescently-labeled probe

    Detect probe hybridization using a laser

    Record and store data with computers

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    cDNA arrays Oligonucleotide arrays

    Gene expression analysis using DNA microarrays

    Oligo

    array

    Spotted

    array

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    cDNA Microarray

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    Transforming images into data

    Test sample labeled red(Cy5)

    Reference sample labeled

    green (Cy3)

    Red :gene overexpressedin

    test sample

    Green :gene underexpressed

    in test sample

    Yellow- equally expressed

    red/green- ratio of expression

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    Affymetrix

    Wafer and Chip Format

    1.28cm

    5 - 50 m

    5 - 50 m

    Millions of identicaloligonucleotide

    probes per feature

    49 - 400

    chips/wafer

    up to ~ 3,000,000 features/chip

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    Procedures for Target Preparation

    cDNA

    Wash & Stain

    Scan

    Hybridise

    (16 hours)

    RNAAAAA

    B B B B

    Biotin-labeled

    transcripts Fragment

    (heat, Mg2+)

    Fragmented cRNA

    B B

    B

    B

    IVT(Biotin-UTP

    Biotin-CTP)

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    GeneChipExpression Analysis

    Hybridization and Staining

    Array

    cRNA Target

    Hybridized Array

    DetectionStreptavidin phycoerythrin

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    Differential expression patterns

    15 4 3 2 1.5 1:1 1.5 2 3 4 15

    Foldchange

    Phl A B C D E

    -1

    -2

    12

    3

    0

    4

    -1

    -2

    1

    2

    3

    0

    4

    -1

    -2

    1

    2

    3

    0

    4

    -1

    -2

    1

    2

    3

    0

    4

    -1

    -2

    1

    2

    3

    0

    4

    Phl A B C D E

    I

    II

    III

    IV

    VI

    VII

    IX

    VIII

    V X

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    A B

    Cotton plants grown in the fields

    under rainout shelter. (A) Control plot

    and (B) Drought stress induced plot.

    Different stages of cotton samples

    selected for transcriptome

    analysis.

    Leaf 0 dpa

    5 dpa 10 dpa 20 dpa

    Transcriptome analysis of cotton (G. hi rsutum)

    during boll development under drought stress

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    Cluster analysis of differentially expressed genes

    in different stages

    In total 4,522genes accounted for

    19%of the genes on the cotton GeneChip were differentially expressed.

    Out of 4,522 differentially

    expressed genes 2,491genes were up

    regulated and 2,419genes were down

    regulated.

    Gene expression pattern among the three boll

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    Gene expression pattern among the three boll

    developmental stages under drought stress

    10 dpa

    20 dpa

    5 dpa

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    01 METABOLISM

    14%

    02 ENERGY

    1%10 CELL CYCLE AND DNA

    PROCESSING

    3%

    11 TRANSCRIPTION6%

    14 PROTEIN FATE (folding,

    modification, destination)

    3%

    16 PROTEIN WITH BINDING

    FUNCTION OR COFACTOR

    REQUIREMENT (structural orcatalytic)

    11%

    18 REGULATION OF METABOLISM

    AND PROTEIN FUNCTION

    1%

    20 CELLULAR TRANSPORT,

    TRANSPORT FACILITIES AND

    TRANSPORT ROUTES

    3%30 CELLULAR

    COMMUNICATION/SIGNAL

    TRANSDUCTION MECHANISM

    3%

    32 CELL RESCUE, DEFENSE AND

    VIRULENCE

    7%

    34 INTERACTION WITH THE

    ENVIRONMENT

    8%

    36 SYSTEMIC INTERACTION WITH

    THE ENVIRONMENT

    7%

    40 CELL FATE3%

    41 DEVELOPMENT (Systemic)

    1%

    42 BIOGENESIS OF CELLULAR

    COMPONENTS

    4%

    70 SUBCELLULAR LOCALIZATION

    19%

    99 UNCLASSIFIED PROTEINS

    7%

    Functional categories of common differentially expressed

    genes in different boll development stages under drought

    25

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    0

    5

    10

    15

    20

    25

    leaf

    (-5)dpa

    5dpa

    10dpa

    20dpa

    Functional categories of differentially expressed

    genes in different stages of drought induced samples

    Functional categories

    Percentageofgene

    s

    (http://mips.gsf.de/projects/funcat)

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